MMEB VisDoc: leaderboard

Metric: Visual Document Score (%). Source: huggingface.co. 95 models tracked.

Top models

#ModelScore
1Ops-Colqwen3-4B84.12
2DME-Large83.36
3WeMM-Embedding-9B83.34
4Taichu-UniRetriever-8B83.25
5seed1.6-embedding-121582.38
6Qwen3-VL-Embedding-8B82.36
7WeMM-Embedding-4B82.04
8DME-Medium82.02
9Taichu-UniRetriever-2B81.31
10QQMM-embed-v480.91

Interactive version: theaggregate.ai/benchmark?slug=mmeb-visdoc · How It Works · Data refreshed daily, snapshot 2026-09-05.